Trust Establishment and Estimation in Cloud Services: A Systematic Literature Review

Cloud computing has increasingly attracted a large number of entrepreneurs to deploy innovative web services to expand the horizon of their businesses. The selection of trustworthy services, by considering the adequate QoS parameters, is imperative for the cloud service consumers to fulfill their requirements. Over the years, many studies have been carried out to establish trust between service providers and cloud service consumers. The findings of these studies need to be analyzed in order to explore the essential features and limitations with respect to the essential QoS requirements. Therefore, a systematic literature review has been performed in this study with an aim to identify and classify the existing research on trust establishment and estimation in cloud services. A critical review of the existing literature has been presented along with the identification of potential future research avenues. This study has also highlighted the need of improving the service selection process by employing user preferences based on their particular application domains in the context of utility.

[1]  Nima Jafari Navimipour,et al.  Trusted services identification in the cloud environment using the topological metrics , 2016 .

[2]  Radhya Sahal,et al.  A Survey on SLA Management for Cloud Computing and Cloud-Hosted Big Data Analytic Applications , 2016 .

[3]  Munindar P. Singh,et al.  Selecting Trustworthy Service in Service-Oriented Environments , 2009 .

[4]  K. Chandrasekaran,et al.  Trusted path between two entities in Cloud , 2016, 2016 6th International Conference - Cloud System and Big Data Engineering (Confluence).

[5]  Belabbes Yagoubi,et al.  Classifying and Filtering Users by Similarity Measures for Trust Management in Cloud Environment , 2015, Scalable Comput. Pract. Exp..

[6]  Lilei Lu,et al.  A novel TOPSIS evaluation scheme for cloud service trustworthiness combining objective and subjective aspects , 2018, J. Syst. Softw..

[7]  Belabbes Yagoubi,et al.  Global Trust: A Trust Model for Cloud Service Selection , 2015 .

[8]  Khaled Mahbub,et al.  Incremental certification of cloud services , 2013, SECURWARE 2013.

[9]  Sarbjeet Singh,et al.  Improved TOPSIS Method Based Trust Evaluation Framework for Determining Trustworthiness of Cloud Service Providers , 2017, Journal of Grid Computing.

[10]  Imtiaz Ahmad,et al.  SLA in Cloud Computing Architectures: A Comprehensive Study , 2015 .

[11]  Torsten Eymann,et al.  A Framework for Trust and Reputation in Grid Environments , 2008, Journal of Grid Computing.

[12]  Xiaofei Xu,et al.  Consumer-Centered Cloud Services Selection Using AHP , 2013, 2013 International Conference on Service Sciences (ICSS).

[13]  Dorret I. Boomsma,et al.  Identifying Genetic Variants for Heart Rate Variability in the Acetylcholine Pathway , 2014, PloS one.

[14]  Rajkumar Buyya,et al.  2011 Fourth IEEE International Conference on Utility and Cloud Computing SMICloud: A Framework for Comparing and Ranking Cloud Services , 2022 .

[15]  Keqin Li,et al.  Toward trustworthy cloud service selection: A time-aware approach using interval neutrosophic set , 2016, J. Parallel Distributed Comput..

[16]  Andrew P. Martin,et al.  Trust in the Cloud , 2011, Inf. Secur. Tech. Rep..

[17]  Dimosthenis Kyriazis,et al.  Author's Personal Copy Future Generation Computer Systems a Recommender Mechanism for Service Selection in Service-oriented Environments , 2022 .

[18]  Stephen Hailes,et al.  Supporting trust in virtual communities , 2000, Proceedings of the 33rd Annual Hawaii International Conference on System Sciences.

[19]  Ernesto Damiani,et al.  A Certification-Based Trust Model for Autonomic Cloud Computing Systems , 2014, 2014 International Conference on Cloud and Autonomic Computing.

[20]  Kelsey Karpinski,et al.  Utilizing Third Party Auditing to Manage Trust in the Cloud , 2015, Complex Adaptive Systems.

[21]  Dag H. Olsen,et al.  Understanding cloud computing adoption issues: A Delphi study approach , 2016, J. Syst. Softw..

[22]  Woongsup Kim,et al.  A Trust Evaluation Model for QoS Guarantee in Cloud Systems , 2010 .

[23]  Achim Streit,et al.  A utility-based approach for customised cloud service selection , 2015, Int. J. Comput. Sci. Eng..

[24]  Chris Rose,et al.  A Break in the Clouds: Towards a Cloud Definition , 2011 .

[25]  Ali Sunyaev,et al.  Trust is Good, Control is Better: Creating Secure Clouds by Continuous Auditing , 2016, IEEE Transactions on Cloud Computing.

[26]  Shanlin Yang,et al.  A novel two-stage model for cloud service trustworthiness evaluation , 2014, Expert Syst. J. Knowl. Eng..

[27]  Max Mühlhäuser,et al.  Towards a trust management system for cloud computing marketplaces: using CAIQ as a trust information source , 2014, Secur. Commun. Networks.

[28]  A. S. Anakath,et al.  Privacy preserving multi factor authentication using trust management , 2017, Cluster Computing.

[29]  Christoph Reich,et al.  Key Performance Indicators for Cloud Computing SLAs , 2013 .

[30]  Yurii B. Shvetsov,et al.  Common Genetic Variation In Cellular Transport Genes and Epithelial Ovarian Cancer (EOC) Risk , 2015, PloS one.

[31]  Woongsup Kim,et al.  A Trust Evaluation Model for Cloud Computing , 2009, FGIT-GDC.

[32]  Shuai Ding,et al.  Decision Support for Personalized Cloud Service Selection through Multi-Attribute Trustworthiness Evaluation , 2014, PloS one.

[33]  Huan Liu,et al.  CCCloud: Context-Aware and Credible Cloud Service Selection Based on Subjective Assessment and Objective Assessment , 2015, IEEE Transactions on Services Computing.

[34]  Shuai Ding,et al.  Trust-Enhanced Cloud Service Selection Model Based on QoS Analysis , 2015, PloS one.

[35]  Rania Fahim El-Gazzar,et al.  A Literature Review on Cloud Computing Adoption Issues in Enterprises , 2014, TDIT.

[36]  P. Bedi,et al.  Trustworthy Service Provider Selection in Cloud Computing Environment , 2012, 2012 International Conference on Communication Systems and Network Technologies.

[37]  Ramkumar Thirunavukarasu,et al.  A Fuzzy-Based Intelligent Cloud Broker with MapReduce Framework to Evaluate the Trust Level of Cloud Services Using Customer Feedback , 2017, International Journal of Fuzzy Systems.

[38]  Sarbjeet Singh,et al.  Compliance based Trustworthiness Calculation Mechanism in Cloud Environment , 2014, EUSPN/ICTH.

[39]  Parminder Kaur,et al.  An Analytical Review of Quality Attributes of Service-Oriented Architecture , 2015 .

[40]  Rodina Ahmad,et al.  A HYBRID FUZZY MULTI-CRITERIA DECISION MODEL FOR CLOUD SERVICE SELECTION AND IMPORTANCE DEGREE OF COMPONENT SERVICES IN SERVICE COMPOSITIONS , 2016 .

[41]  Lifeng Wang,et al.  A Trustworthiness Evaluation Framework in Cloud Computing for Service Selection , 2014, 2014 IEEE 6th International Conference on Cloud Computing Technology and Science.

[42]  Junqi Zhang,et al.  Dynamic trust evaluation and scheduling framework for cloud computing , 2012, Secur. Commun. Networks.

[43]  Changyong Liang,et al.  Combining QoS prediction and customer satisfaction estimation to solve cloud service trustworthiness evaluation problems , 2014, Knowl. Based Syst..

[44]  Anne H. H. Ngu,et al.  Cloud Armor: a platform for credibility-based trust management of cloud services , 2013, CIKM.

[45]  M. Sasikumar,et al.  Trust Model for Measuring Security Strength of Cloud Computing Service , 2015 .

[46]  Asif Imran,et al.  A peer to peer resource provisioning scheme for cloud computing environment using multi attribute utility theory , 2013, Third International Conference on Innovative Computing Technology (INTECH 2013).

[47]  Zahir Tari,et al.  Context-Aware Multifaceted Trust Framework For Evaluating Trustworthiness of Cloud Providers , 2018, Future Gener. Comput. Syst..

[48]  George Spanoudakis,et al.  Towards Hybrid Cloud Service Certification Models , 2014, 2014 IEEE International Conference on Services Computing.

[49]  Omiros D. Sarikas,et al.  Journal of Enterprise Information Management , 2022 .

[50]  Zhigang Hu,et al.  User preferences-aware recommendation for trustworthy cloud services based on fuzzy clustering , 2015, Journal of Central South University.

[51]  Khaled M. Khan,et al.  Establishing Trust in Cloud Computing , 2010, IT Professional.

[52]  Mohammad Zulkernine,et al.  TRUST-CAP: A Trust Model for Cloud-Based Applications , 2017, 2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC).

[53]  Vladimiro Sassone,et al.  A formal model for trust in dynamic networks , 2003, First International Conference onSoftware Engineering and Formal Methods, 2003.Proceedings..

[54]  P. Mell,et al.  The NIST Definition of Cloud Computing , 2011 .

[55]  Muhammad Younas,et al.  Trends and Directions in Cloud Service Selection , 2016, 2016 IEEE Symposium on Service-Oriented System Engineering (SOSE).

[56]  Yong Chen,et al.  Using Trust for Secure Collaboration in Uncertain Environments , 2003, IEEE Pervasive Comput..

[57]  Sonja Grabner-Kräuter,et al.  Web 2.0 Social Networks: The Role of Trust , 2009 .

[58]  Imad M. Abbadi,et al.  A framework for establishing trust in the Cloud , 2012, Comput. Electr. Eng..

[59]  Krishnendu Roy,et al.  An SLA-based Framework for Estimating Trustworthiness of a Cloud , 2012, 2012 IEEE 11th International Conference on Trust, Security and Privacy in Computing and Communications.

[60]  Manpreet Singh,et al.  Fuzzy based trust management system for cloud environment , 2016 .

[61]  Frans Coenen,et al.  A trust evaluation method based on the distributed Cloud Trust Protocol (CTP) and opinion sharing , 2016 .

[62]  Sai Peck Lee,et al.  Interoperability evaluation models: A systematic review , 2014, Comput. Ind..

[63]  Ali Sunyaev,et al.  Dynamic Certification of Cloud Services: Trust, but Verify! , 2016, IEEE Security & Privacy.

[64]  Bu-Sung Lee,et al.  Towards Achieving Accountability, Auditability and Trust in Cloud Computing , 2011, ACC.

[65]  Subhajyoti Bandyopadhyay,et al.  Cloud Computing - The Business Perspective , 2011, 2011 44th Hawaii International Conference on System Sciences.

[66]  Arumugam Seetharaman,et al.  The usage and adoption of cloud computing by small and medium businesses , 2013, Int. J. Inf. Manag..

[67]  Haixia Xu,et al.  A Non-interactive Secure Outsourced Computation Scheme in Multi-party Cloud , 2012, 2012 Fourth International Conference on Intelligent Networking and Collaborative Systems.

[68]  Shufen Zhang,et al.  Cloud Computing Research and Development Trend , 2010, 2010 Second International Conference on Future Networks.

[69]  Rajkumar Buyya,et al.  A framework for ranking of cloud computing services , 2013, Future Gener. Comput. Syst..

[70]  Zibin Zheng,et al.  QoS Ranking Prediction for Cloud Services , 2013, IEEE Transactions on Parallel and Distributed Systems.

[71]  David M. Nicol,et al.  Trust mechanisms for cloud computing , 2013, Journal of Cloud Computing: Advances, Systems and Applications.

[72]  V. S. Shankar Sriram,et al.  Genetically Modified Ant Colony Optimization based Trust Evaluation in Cloud Computing , 2017 .

[73]  Sai Peck Lee,et al.  A semantic interoperability framework for software as a service systems in cloud computing environments / Reza Rezaei , 2014 .

[74]  Ra’ed Masa’deh,et al.  Factors Influencing Employees¡¯ Intention to Use Cloud Computing , 2017 .

[75]  Rajkumar Buyya,et al.  Article in Press Future Generation Computer Systems ( ) – Future Generation Computer Systems Cloud Computing and Emerging It Platforms: Vision, Hype, and Reality for Delivering Computing as the 5th Utility , 2022 .

[76]  Xing Zhang,et al.  Trust Based Service Selection in Cloud Computing Environment , 2016 .

[77]  Miguel Correia,et al.  The Final Frontier: Confidentiality and Privacy in the Cloud , 2011, Computer.

[78]  Shivani Taneja,et al.  A Trust Evaluation Model to Recommend a Service Provider to a Customer in Cloud Environment , 2015 .

[79]  M. Kuehnhausen,et al.  Framework for assessing the trustworthiness of cloud resources , 2012, 2012 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support.

[80]  Mak Sharma,et al.  Cloud Computing: Adoption Considerations for Business and Education , 2014, 2014 International Conference on Future Internet of Things and Cloud.

[81]  Prasad Saripalli,et al.  MADMAC: Multiple Attribute Decision Methodology for Adoption of Clouds , 2011, 2011 IEEE 4th International Conference on Cloud Computing.

[82]  Burkhard Stiller,et al.  Factors Affecting Cloud Adoption and Their Interrelations , 2015, CLOSER.

[83]  Naser Movahhedinia,et al.  A Model for User Trust in Cloud Computing , 2012, CloudCom 2012.

[84]  Shanlin Yang,et al.  A multi-dimensional trust-aware cloud service selection mechanism based on evidential reasoning approach , 2015, Int. J. Autom. Comput..

[85]  Osman Ghazali,et al.  Applying Bees Algorithm for Trust Management in Cloud Computing , 2011, BIONETICS.

[86]  Weiming Shen,et al.  A quality of service (QoS)-aware execution plan selection approach for a service composition process , 2012, Future Gener. Comput. Syst..

[87]  Junping Du,et al.  Adaptive and attribute-based trust model for service level agreement guarantee in cloud computing , 2013, IET Inf. Secur..

[88]  G. Lewis,et al.  Service Level Agreements in Service-Oriented Architecture Environments , 2008 .

[89]  Alagumani Selvaraj,et al.  Evidence-Based Trust Evaluation System for Cloud Services Using Fuzzy Logic , 2017, Int. J. Fuzzy Syst..

[90]  Jianwei Yin,et al.  Context-aware QoS prediction for web service recommendation and selection , 2016, Expert Syst. Appl..

[91]  Mehmet A. Orgun,et al.  Cloud Service Selection Based on the Aggregation of User Feedback and Quantitative Performance Assessment , 2013, 2013 IEEE International Conference on Services Computing.

[92]  Fatma A. Omara,et al.  Trust model for cloud service consumers , 2018, 2018 International Conference on Innovative Trends in Computer Engineering (ITCE).

[93]  Sonja Grabner-Kräuter,et al.  Trust in online social networks: A multifaceted perspective , 2015 .

[94]  Michael Devetsikiotis,et al.  A Comparative Taxonomy and Survey of Public Cloud Infrastructure Vendors , 2017, ArXiv.

[95]  Ernesto Damiani,et al.  Toward Security and Performance Certification of Open Stack , 2015, 2015 IEEE 8th International Conference on Cloud Computing.

[96]  Sajal K. Das,et al.  SelCSP: A Framework to Facilitate Selection of Cloud Service Providers , 2015, IEEE Transactions on Cloud Computing.

[97]  A. Leite,et al.  Commentary: Cloud computing - A security problem or solution? , 2011, Inf. Secur. Tech. Rep..

[98]  San-Yih Hwang,et al.  Service Selection for Web Services with Probabilistic QoS , 2015, IEEE Transactions on Services Computing.

[99]  Ali Sunyaev,et al.  A Taxonomic Perspective on Certification Schemes: Development of a Taxonomy for Cloud Service Certification Criteria , 2014, 2014 47th Hawaii International Conference on System Sciences.

[100]  Zhiying Wang,et al.  TETPA: A case for trusted third party auditor in Cloud environment , 2013, IEEE Conference Anthology.

[101]  John P. Morrison,et al.  A Trust Label System for Communicating Trust in Cloud Services , 2017, IEEE Transactions on Services Computing.

[102]  Preeti Saxena,et al.  Security Issues and Trust Management in Cloud Computing , 2016, WIR '16.

[103]  Lukas Burkon Quality of Service Attributes for Software as a Service , 2013 .

[104]  Munindar P. Singh,et al.  Trustworthy Service Selection and Composition , 2011, TAAS.

[105]  Nizar Bouguila,et al.  Trustworthy Web Service Selection Using Probabilistic Models , 2012, 2012 IEEE 19th International Conference on Web Services.

[106]  Shanlin Yang,et al.  QoS-aware resource matching and recommendation for cloud computing systems , 2014, Appl. Math. Comput..

[107]  G. Antes,et al.  Five Steps to Conducting a Systematic Review , 2003, Journal of the Royal Society of Medicine.

[108]  Pierre Sens,et al.  SLA guarantees for cloud services , 2016, Future Gener. Comput. Syst..

[109]  Sven Helmer,et al.  A survey study on major technical barriers affecting the decision to adopt cloud services , 2015, J. Syst. Softw..

[110]  Nima Jafari Navimipour,et al.  A method for trust evaluation in the cloud environments using a behavior graph and services grouping , 2017, Kybernetes.

[111]  Simon Maskell,et al.  Fusion of data from sources with different levels of trust , 2010, 2010 13th International Conference on Information Fusion.

[112]  Bambang Leo Handoko,et al.  The effect of third party auditor and quality of service through cloud storage security to cloud user trust , 2017, 2017 IEEE 9th International Conference on Communication Software and Networks (ICCSN).

[113]  Guiran Chang,et al.  Surveying and Analyzing Security, Privacy and Trust Issues in Cloud Computing Environments , 2011 .

[114]  Paul D. Manuel,et al.  A trust model of cloud computing based on Quality of Service , 2015, Ann. Oper. Res..

[115]  G. Geethakumari,et al.  A provenance auditing framework for cloud computing systems , 2015, 2015 IEEE International Conference on Signal Processing, Informatics, Communication and Energy Systems (SPICES).

[116]  Max Mühlhäuser,et al.  Towards a Trust Management System for Cloud Computing , 2011, 2011IEEE 10th International Conference on Trust, Security and Privacy in Computing and Communications.

[117]  Harry G. Perros,et al.  A Reliability-Based Trust Management Mechanism for Cloud Services , 2013, 2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications.

[118]  Zibin Zheng,et al.  QoS-Aware Web Service Recommendation by Collaborative Filtering , 2011, IEEE Transactions on Services Computing.

[119]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[120]  G. B. Jethava,et al.  Feedback based Trust Management for Cloud Environment , 2016, ICTCS '16.

[121]  Zhiwei Ni,et al.  Trust Model in Cloud Computing Environment Based on Fuzzy Theory , 2014, Int. J. Comput. Commun. Control.

[122]  Bu-Sung Lee,et al.  TrustCloud: A Framework for Accountability and Trust in Cloud Computing , 2011, 2011 IEEE World Congress on Services.

[123]  Ernesto Damiani,et al.  Towards the Certification of Cloud Services , 2013, 2013 IEEE Ninth World Congress on Services.

[124]  Amin Jula,et al.  Cloud computing service composition: A systematic literature review , 2014, Expert Syst. Appl..

[125]  Ruixuan Li,et al.  Trustworthy assurance of service interoperation in cloud environment , 2011, Int. J. Autom. Comput..

[127]  Nizar Bouguila,et al.  Trust and Reputation of Web Services Through QoS Correlation Lens , 2016, IEEE Transactions on Services Computing.

[128]  Tobias Kretschmer,et al.  Cloud adaptiveness within industry sectors - Measurement and observations , 2016 .

[129]  M Vijayaraj,et al.  Analysis of the characteristics and trusted security of cloud computing , 2011, CloudCom 2011.

[130]  Gail-Joon Ahn,et al.  SecureCloud: Towards a Comprehensive Security Framework for Cloud Computing Environments , 2010, 2010 IEEE 34th Annual Computer Software and Applications Conference Workshops.

[131]  Pei-Fang Hsu,et al.  International Journal of Information Management , 2014 .

[132]  Zibin Zheng,et al.  Personalized Web Service Recommendation via Normal Recovery Collaborative Filtering , 2013, IEEE Transactions on Services Computing.

[133]  Ernesto Damiani,et al.  A Semi-Automatic and Trustworthy Scheme for Continuous Cloud Service Certification , 2020, IEEE Transactions on Services Computing.

[134]  Sarbjeet Singh,et al.  Compliance-based Multi-dimensional Trust Evaluation System for determining trustworthiness of Cloud Service Providers , 2017, Future Gener. Comput. Syst..

[135]  S. Thamarai Selvi,et al.  Trust management system for grid and cloud resources , 2009, 2009 First International Conference on Advanced Computing.

[136]  Marshall D. Abrams,et al.  Trusted system concepts , 1995, Comput. Secur..

[137]  Mike P. Papazoglou,et al.  Web Services - Principles and Technology , 2007 .

[138]  Angela Lin,et al.  Cloud computing as an innovation: Percepetion, attitude, and adoption , 2012, Int. J. Inf. Manag..

[139]  Stefan Voß,et al.  Decision Analytics for Cloud Computing: A Classification and Literature Review , 2014 .